Gets the standarized innovations (normalized by the conditional standard
deviation at the time) of the time series.
Note (haksunli): we should not use instead the non-standarized
innovations (have non-unit variances) because when they are scaled by the
time dependent standard deviations/variances. We cannot simply shuffle
them to get a new time series of innovations.